美团网约车技术部-风控算法
社招全职3年以上核心本地商业-业务研发平台地点:北京状态:招聘
任职要求
1.计算机、数学、统计等相关专业,本科及以上学历。3年以上互联网领域策略算法相关工作经验。 2.在机器学习/异常检测领域有扎实的理论基础和丰富的实践经验。 3.具有扎实的计算机科学功底,扎实的编程基础和数据结构算法基础。 4.能熟练运用常用的大数据处理技术和工具(hive/spark/flink等)。 5.善于交流,有良好的团队合作精神和协调沟通能力,有与产品、运营、工程等多方密切配合的经验和意识。 具备以下条件优先 (1)热爱互联网和新技术,具有极强的快速学习能力。 (2)善于思考,能对复杂的业务问题做出抽象,设计合理的技术方案。 (3)心态积极,乐于迎接挑战和拥抱变化,对探索型业务充满持久的热情。 (4)有风控领域相关经验。
工作职责
1.负责网约车反作弊策略的开发迭代,对司乘及黑产作弊行为进行防治,保障业务资金安全。 2.负责网约车未支付策略的开发及迭代,包括锁款模型/催款模型等,确保资金及时回流,降低业务坏账风险。 3.负责风控策略数据任务的开发、维护及治理,确保准时正确地交付结果。
包括英文材料
学历+
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
Hive+
[英文] Hive Tutorial
https://www.tutorialspoint.com/hive/index.htm
Hive is a data warehouse infrastructure tool to process structured data in Hadoop. It resides on top of Hadoop to summarize Big Data, and makes querying and analyzing easy.
https://www.youtube.com/watch?v=D4HqQ8-Ja9Y
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
Flink+
https://nightlies.apache.org/flink/flink-docs-release-2.0/docs/learn-flink/overview/
This training presents an introduction to Apache Flink that includes just enough to get you started writing scalable streaming ETL, analytics, and event-driven applications, while leaving out a lot of (ultimately important) details.
https://www.youtube.com/watch?v=WajYe9iA2Uk&list=PLa7VYi0yPIH2GTo3vRtX8w9tgNTTyYSux
Today’s businesses are increasingly software-defined, and their business processes are being automated. Whether it’s orders and shipments, or downloads and clicks, business events can always be streamed. Flink can be used to manipulate, process, and react to these streaming events as they occur.
相关职位
实习技术类
1、主要负责网约车运营活动相关内容的质量保证工作; 2、根据产品设计或需求,进行需求分析,制定测试计划、风险评估、设计测试数据和测试用例,执行测试用例,准确定位并追踪问题等; 3、对线上问题进行持续追踪,并从中得出改进措施;4、在项目中保持和产品经理、开发工程师、用户等积极有效沟通,推动问题及时合理地解决,并保持总结问题。
更新于 2025-06-24
实习技术类
1.负责相关业务系统后台研发工作,包括业务的架构设计、开发,控制复杂度,提升系统性能和研发效率; 2.有业务 sense,通过不断的技术研究和创新,与产品、运营一起快速迭代提升业务的核心数据。
更新于 2025-04-07